--- convoy: tighten-scan-identify-hot-path brief_number: 3 depends_on: [] recommended_model: composer-2.5-fast model_tier: fast files: - lib/scan-vision.js - pages/api/scan/identify.js --- # Brief 3: Structured Gemini JSON ## Goal Request JSON schema from AI Gateway; fail loud on parse errors. ## Acceptance criteria - [ ] `response_format` json_schema on gateway call - [ ] No confidence-30 regex success path - [ ] identify route returns needsUserInput on parse failure